Production-ready machine learning

Building ML systems that drive real business value. From proof-of-concept to scalable deployment, I deliver complete solutions — data, models, APIs, and monitoring.

100+
ML projects
100%
Upwork job success
5+
Years experience

End-to-End ML Pipelines

Complete machine learning workflows from data ingestion to model deployment with automated retraining and monitoring.

Scikit-learnTensorFlowPyTorchMLflowDockerKubernetes
  • Automated ML workflows
  • Scalable predictions
  • Model monitoring
  • CI/CD integration

Time-Series Forecasting

Advanced forecasting models for business planning, demand prediction, and trend analysis using state-of-the-art techniques.

ARIMASARIMAProphetTFTLSTMTransformers
  • Accurate forecasts
  • Seasonal pattern detection
  • Uncertainty quantification

Computer Vision Solutions

Custom computer vision applications including object detection, image classification, and video analysis.

OpenCVYOLOResNetEfficientNetTensorFlowPyTorch
  • Automated visual inspection
  • Real-time detection
  • Quality control

Natural Language Processing

NLP solutions for text analysis, sentiment analysis, document processing, and conversational AI with Arabic language expertise.

spaCyTransformersBERTArabic NLP
  • Text understanding
  • Arabic processing
  • Document automation

E-commerce

  • Recommendation systems
  • Price optimization
  • Demand forecasting
  • Customer segmentation

Finance

  • Fraud detection
  • Risk assessment
  • Credit scoring

Healthcare

  • Medical image analysis
  • Patient risk prediction
  • Clinical decision support

Manufacturing

  • Quality control
  • Predictive maintenance
  • Supply chain optimization
01

Discovery & Planning

Understanding your business problem, data assessment, and solution architecture design.

02

Data Preparation

Data cleaning, feature engineering, and exploratory analysis for optimal model performance.

03

Model Development

Algorithm selection, model training, hyperparameter tuning, and performance optimization.

04

Deployment & Monitoring

Production deployment, API development, monitoring setup, and maintenance planning.

ML Strategy Consultation

$45/hour

Expert guidance on ML strategy and implementation planning.

  • Problem definition and scoping
  • Data strategy and assessment
  • Algorithm selection guidance
  • Architecture and infrastructure planning
  • ROI estimation and timeline planning
Book Consultation
Most popular

Full ML Development

$60–90/hour

Complete ML solution development from concept to deployment.

  • End-to-end pipeline development
  • Model training and optimization
  • API development and deployment
  • Monitoring and maintenance setup
  • Documentation and knowledge transfer
Hire for Project
What types of ML projects do you work on?

I work on end-to-end ML pipelines, time-series forecasting, NLP, computer vision, and recommendation systems. Each project is tailored to your specific business requirements.

How long does a typical ML project take?

A proof-of-concept takes 2-4 weeks. Production-ready solutions typically take 6-12 weeks depending on complexity, data quality, and deployment requirements.

Do you provide ongoing model maintenance?

Yes, I offer monitoring and retraining services to ensure model performance doesn't degrade over time. This includes drift detection, automated retraining pipelines, and performance dashboards.

What industries have you worked in?

I have experience across e-commerce, finance, healthcare, manufacturing, and maritime. My solutions adapt to domain-specific requirements and regulatory constraints.

Have a model that needs to reach production?

From scoping to deployment — let’s ship an ML system your business can rely on.